{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hello world!\n"
     ]
    }
   ],
   "source": [
    "print('hello world!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 侯佳涛  # ESC+m到markdown模式\n",
    "hahahha"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 侯佳涛\n",
    "\n",
    "## 二级标题\n",
    "\n",
    "### 三级标题\n",
    "\n",
    "- 缩进\n",
    "    - 缩进\n",
    "        - 缩进"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = [1, 2, 3]\n",
    "y = [2, 3, 4]\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "plt.plot(x, y)\n",
    "plt.xticks(fontsize=20, color=('w'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
